tool.02_fulfillment_optimization.7715db096f3a1657 SKILL.md skillA
tool.02_fulfillment_optimization.7715db096f3a1657 from ai45lab/openart is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add ai45lab/openart/tool.02_fulfillment_optimization.7715db096f3a1657@git:20260717.d255bbcPins git:20260717.d255bbc in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- ai45lab/openart
- Path
openart-tools/tool.02_fulfillment_optimization.7715db096f3a1657/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260717.d255bbc, committed Jul 17, 2026
- Size
- 9,300 bytes
- Repository stars
- 271
- License
- AGPL-3.0
Analyzes warehouse shipment backlogs to optimize batch picking and packing.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Fulfillment Optimization Analysis
Analyzes shipment data to generate actionable recommendations for clearing backlogs and optimizing warehouse workflows.
## Data Sources
**Option 1: Fulfil MCP Connection**
Query the `shipments` table with nested `moves` for line-item detail. Key fields:
- `state` (assigned, waiting, done, packed, cancel)
- `warehouse` for location filtering
- `moves.order_channel_name` for channel filtering
- `moves.product_code`, `moves.quantity`, `moves.product_name`
- `shipped_date` for velocity analysis
**Option 2: User-Provided Data**
Accept CSV/Excel with minimum columns: shipment_id, sku, quantity, status. Optional: ship_date, warehouse, channel.
## Analysis Workflow
### 1. Scope Confirmation
Before analysis, confirm with user:
- Which sales channel(s)?
- Which warehouse(s)?
- Focus on assigned/waiting shipments or include recent shipped for patterns?
### 2. Core Metrics to Calculate
**Order Composition**
```sql
-- Single vs multi-unit distribution
SELECT
CASE WHEN total_units = 1 THEN '1 unit'
WHEN total_units = 2 THEN '2 units'
WHEN total_units BETWEEN 3 AND 5 THEN '3-5 units'
ELSE '6+ units' END as bucket,
…Read the whole file at its exact version.
How to install
mdr add ai45lab/openart/tool.02_fulfillment_optimization.7715db096f3a1657@sha256:a529c64404a66859The line at the top of this page pins the label git:20260717.d255bbc, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_vkgzveofxjntob42)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Jul 17, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (9300 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
ai45lab/openart · 271 stars · license AGPL-3.0 · pushed 2026-11-02 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_vkgzveofxjntob42 GET https://markdownregistry.com/api/v1/resolve?ref=ai45lab/openart/tool.02_fulfillment_optimization.7715db096f3a1657 GET https://markdownregistry.com/api/v1/blob/a529c64404a66859c98563cd1e60de2254889c04a55ac4c15600d8ad91afa46c
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.